bee Image Dataset
v4
2021-12-12 6:22pm
Generated on Dec 12, 2021
Popular Download Formats
YOLOv8
TXT annotations and YAML config used with YOLOv8.
YOLOv5
TXT annotations and YAML config used with YOLOv5.
YOLOv7
TXT annotations and YAML config used with YOLOv7.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
COCO JSON
COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
YOLO Darknet
Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
TFRecord
TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
Other Formats
Choose another format.
402 Total Images
View All Images
Dataset Split
Train Set 85%
342Images
Valid Set 10%
40Images
Test Set 5%
20Images
Preprocessing
Auto-Orient: Applied
Resize: Fit within 416x416
Grayscale: Applied
Auto-Adjust Contrast: Using Contrast Stretching
Augmentations
Outputs per training example: 3
Flip: Vertical
Grayscale: Apply to 25% of images
Hue: Between -51° and +51°
Blur: Up to 10px
Noise: Up to 9% of pixels
Bounding Box: Blur: Up to 10px
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